DeepLearning.AI Courses

AI and Disaster Management

327 ratings at Coursera

Apply AI across the disaster management cycle: use computer vision on Hurricane Harvey satellite imagery and NLP to explore aid requests after Haiti's 2010 earthquake.

• Coursera
• 3 weeks, 4 hours a week
• Self-Paced
• Paid Course

Generative Deep Learning with TensorFlow

317 ratings at Coursera

Build generative models in TensorFlow: neural style transfer, DNN and CNN autoencoders for denoising, variational autoencoders for anime faces, and GANs that generate faces.

• Coursera
• 4 weeks, 4 hours a week
• Self-Paced
• Paid Course

AI For Everyone （すべての人のためのAIリテラシー講座）

308 ratings at Coursera

AIの専門知識がない人に、AI活用の可能性、プロジェクト推進、社内戦略、倫理を体系的に学ぶためのリテラシー講座。

• Coursera
• 5 weeks, 1 hour a week
• Self-Paced
• Paid Course

Career Certificate

DeepLearning.AI Data Analytics

291 ratings at Coursera

Manage the full data lifecycle: apply statistics, use Python and SQL for data I/O and preprocessing, and turn results into data stories with LLM assistance.

• Coursera
• 16 weeks, 5 hours a week
• Self-Paced
• Paid Course
• 5 courses

How Diffusion Models Work

280 ratings at Coursera

Build a diffusion model from scratch: implement sampling, train a neural network for noise prediction, and add context for personalized image generation in Jupyter notebooks.

• Coursera
• 1 hour 30 minutes
• Self-Paced
• Free Online Course

AI and Public Health

257 ratings at Coursera

Learn the basics of AI and machine learning, apply an AI for Good project framework, and build an air quality monitoring app for Bogotá in Jupyter notebooks.

• Coursera
• 3 weeks, 3 hours a week
• Self-Paced
• Paid Course

Data Analytics Foundations

225 ratings at Coursera

Learn to analyze data in Google Sheets: identify data types and file formats, build charts for data storytelling, and use LLMs to interpret visualizations across the analytics lifecycle.

• Coursera
• 4 weeks, 7 hours a week
• Self-Paced
• Paid Course

Retrieval Augmented Generation (RAG)

217 ratings at Coursera

Build RAG systems that ground LLM answers in external data: semantic search, BM25, Reciprocal Rank Fusion, Weaviate chunking and indexing, chatbots, and production monitoring.

• Coursera
• 5 weeks, 6 hours a week
• Self-Paced
• Paid Course

Open Source Models with Hugging Face

171 ratings at Coursera

Build AI apps with open source models from Hugging Face Hub: chatbots, translation, speech recognition, text-to-speech, zero-shot image segmentation, and deployment with Gradio and Spaces.

• Coursera
• 1 hour 30 minutes
• Self-Paced
• Free Online Course

AI and Climate Change

149 ratings at Coursera

Review the mechanisms of anthropogenic climate change, then apply time series analysis to wind power forecasting and computer vision to biodiversity monitoring.

• Coursera
• 4 weeks, 4 hours a week
• Self-Paced
• Paid Course

Source Systems, Data Ingestion, and Pipelines

143 ratings at Coursera

Build batch and streaming ingestion pipelines: connect to source systems, automate provisioning with Terraform, monitor data quality with Great Expectations, and orchestrate DAGs in Airflow.

• Coursera
• 4 weeks, 9 hours a week
• Self-Paced
• Paid Course

Functions, Tools and Agents with LangChain

128 ratings at Coursera

Build a conversational agent with LangChain Expression Language: generate structured output via function calling, and apply tagging, extraction, tool selection, and routing.

• Coursera
• 1 hour 5 minutes
• Self-Paced
• Free Online Course

Career Certificate

PyTorch for Deep Learning

127 ratings at Coursera

Build, train, and deploy deep learning models in PyTorch: tensors, neural networks, TorchVision and Hugging Face models, ResNet, Transformers, plus ONNX, MLflow, pruning, and quantization.

• Coursera
• 8 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 3 courses

PyTorch: Fundamentals

107 ratings at Coursera

Build and train neural networks in PyTorch: work with tensors, Datasets and DataLoaders, custom transform pipelines, GPU acceleration, and CNNs with dropout and weight decay.

• Coursera
• 4 weeks, 6 hours a week
• Self-Paced
• Paid Course

Data Modeling, Transformation, and Serving

105 ratings at Coursera

Model, transform, and serve data: apply star schema, data vault, and one big table designs with dbt, model unstructured data for ML, and build an end-to-end pipeline.

• Coursera
• 4 weeks, 8 hours a week
• Self-Paced
• Paid Course